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Top 10 Best Retail Forecasting Software of 2026

Find the leading retail forecasting software to boost efficiency. Compare top tools and pick the best fit today.

Alexander Schmidt

Alexander Schmidt

Feb 11, 2026

10 tools comparedExpert reviewed
Independent evaluation · Unbiased commentary · Updated regularly
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Accurate retail forecasting software is a cornerstone of modern supply chain efficiency, enabling businesses to align inventory with demand, minimize waste, and drive profitability. With diverse tools catering to AI, real-time analytics, and multi-echelon optimization, choosing the right solution is critical—and our curated list highlights the leading options to simplify this decision.

Quick Overview

  1. 1#1: Blue Yonder - Provides AI-powered cognitive demand planning and forecasting to optimize retail inventory and supply chain decisions.
  2. 2#2: RELEX Solutions - Delivers unified retail planning with machine learning-driven demand forecasting for accurate inventory management.
  3. 3#3: o9 Solutions - Offers an AI-driven digital brain platform for end-to-end retail demand sensing and forecasting.
  4. 4#4: Oracle Retail - Cloud-based demand forecasting solution that predicts retail sales trends and optimizes assortment planning.
  5. 5#5: SAP Integrated Business Planning - Integrated planning software with advanced statistical and ML forecasting for retail supply chains.
  6. 6#6: ToolsGroup - Specializes in multi-echelon inventory optimization with probabilistic forecasting for retail operations.
  7. 7#7: Kinaxis - Concurrent planning platform with real-time demand forecasting for agile retail supply chains.
  8. 8#8: SAS Forecasting - Advanced analytics platform providing hierarchical time series forecasting tailored for retail demand.
  9. 9#9: Anaplan - Connected planning platform enabling scenario-based retail sales and demand forecasting.
  10. 10#10: Lokad - Inventory forecasting software using TVTP technology for probabilistic predictions in retail and ecommerce.

Tools were selected based on predictive accuracy, integration flexibility, user experience, and total value, ensuring they meet the unique needs of retailers ranging from small operations to enterprise-level supply chains.

Comparison Table

This comparison table outlines key features of top retail forecasting software, including Blue Yonder, RELEX Solutions, and others, to guide businesses in evaluating tools for data-driven demand planning. Readers will identify differences in core capabilities, integration support, and scalability, helping them select solutions aligned with their operational and growth needs.

Provides AI-powered cognitive demand planning and forecasting to optimize retail inventory and supply chain decisions.

Features
9.8/10
Ease
7.2/10
Value
8.7/10

Delivers unified retail planning with machine learning-driven demand forecasting for accurate inventory management.

Features
9.6/10
Ease
7.8/10
Value
8.7/10

Offers an AI-driven digital brain platform for end-to-end retail demand sensing and forecasting.

Features
9.5/10
Ease
7.8/10
Value
8.6/10

Cloud-based demand forecasting solution that predicts retail sales trends and optimizes assortment planning.

Features
9.2/10
Ease
7.5/10
Value
8.0/10

Integrated planning software with advanced statistical and ML forecasting for retail supply chains.

Features
9.2/10
Ease
7.5/10
Value
8.0/10
6ToolsGroup logo8.4/10

Specializes in multi-echelon inventory optimization with probabilistic forecasting for retail operations.

Features
9.2/10
Ease
7.6/10
Value
7.9/10
7Kinaxis logo8.7/10

Concurrent planning platform with real-time demand forecasting for agile retail supply chains.

Features
9.2/10
Ease
7.5/10
Value
8.0/10

Advanced analytics platform providing hierarchical time series forecasting tailored for retail demand.

Features
9.5/10
Ease
6.8/10
Value
7.9/10
9Anaplan logo8.2/10

Connected planning platform enabling scenario-based retail sales and demand forecasting.

Features
9.1/10
Ease
6.8/10
Value
7.4/10
10Lokad logo7.8/10

Inventory forecasting software using TVTP technology for probabilistic predictions in retail and ecommerce.

Features
8.7/10
Ease
6.2/10
Value
7.4/10
1
Blue Yonder logo

Blue Yonder

enterprise

Provides AI-powered cognitive demand planning and forecasting to optimize retail inventory and supply chain decisions.

Overall Rating9.5/10
Features
9.8/10
Ease of Use
7.2/10
Value
8.7/10
Standout Feature

Cognitive Demand Planning with real-time demand sensing that incorporates external signals like weather and events for superior forecast accuracy.

Blue Yonder is an enterprise-grade AI-powered retail forecasting platform that leverages advanced machine learning to deliver precise demand predictions across complex product hierarchies, stores, and channels. It integrates factors like promotions, seasonality, weather, and external events to optimize inventory, reduce stockouts, and enhance supply chain efficiency. Designed for large-scale retailers, it supports end-to-end planning from forecasting to replenishment.

Pros

  • Exceptional AI/ML accuracy in handling hierarchical and granular forecasting
  • Seamless integration with ERP, POS, and other retail systems
  • Scalable for global enterprises with millions of SKUs

Cons

  • Steep learning curve and complex implementation requiring consultants
  • High upfront costs and long deployment timelines
  • Less intuitive UI compared to modern SaaS tools

Best For

Large multinational retailers with complex supply chains seeking enterprise-level forecasting precision.

Pricing

Custom enterprise licensing; typically starts at $500K+ annually based on scale, with implementation fees.

Visit Blue Yonderblueyonder.com
2
RELEX Solutions logo

RELEX Solutions

enterprise

Delivers unified retail planning with machine learning-driven demand forecasting for accurate inventory management.

Overall Rating9.2/10
Features
9.6/10
Ease of Use
7.8/10
Value
8.7/10
Standout Feature

Deep learning-based demand sensing that achieves 95%+ accuracy by incorporating real-time signals like weather, events, and halo/cannibalization effects

RELEX Solutions is an AI-powered end-to-end retail planning platform specializing in advanced demand forecasting, inventory optimization, and replenishment for retailers. It leverages machine learning to deliver highly accurate forecasts at granular levels, accounting for seasonality, promotions, cannibalization, and external factors like weather. The software integrates forecasting with space planning, pricing, and supply chain execution to minimize waste and maximize availability across stores and online channels.

Pros

  • Exceptional forecast accuracy with AI/ML handling intermittency, promotions, and multi-location hierarchies
  • Unified platform integrating forecasting with inventory, replenishment, and space optimization
  • Proven scalability for large retailers with billions in revenue, reducing stockouts by up to 50%

Cons

  • Complex implementation requiring significant IT resources and consulting
  • Steep learning curve for non-technical users despite intuitive dashboards
  • High enterprise-level pricing not suitable for small retailers

Best For

Large-scale retailers and grocery chains with complex, multi-channel operations needing precise, integrated forecasting.

Pricing

Custom enterprise subscription pricing, typically starting at $100,000+ annually based on store count, SKUs, and modules.

Visit RELEX Solutionsrelexsolutions.com
3
o9 Solutions logo

o9 Solutions

enterprise

Offers an AI-driven digital brain platform for end-to-end retail demand sensing and forecasting.

Overall Rating9.1/10
Features
9.5/10
Ease of Use
7.8/10
Value
8.6/10
Standout Feature

Semantic Knowledge Graph enabling unified data modeling and hyper-accurate, context-aware demand forecasting

o9 Solutions provides an AI-powered Digital Brain platform tailored for retail forecasting, leveraging advanced machine learning and semantic knowledge graphs to deliver precise demand sensing, predictive analytics, and scenario planning. It integrates forecasting with inventory optimization, pricing, and supply chain execution for end-to-end visibility. Retailers use it to handle complex, multi-channel demand patterns and respond dynamically to market volatility.

Pros

  • Exceptional AI/ML-driven forecasting accuracy across short- and long-term horizons
  • Integrated platform unifying demand planning with supply chain and merchandising
  • Scalable for enterprise-level retail operations with real-time collaboration

Cons

  • Steep learning curve and complex initial setup requiring expert configuration
  • High implementation time and costs for full deployment
  • Pricing lacks transparency and is geared toward large enterprises only

Best For

Large-scale retailers and CPG companies seeking integrated, AI-enhanced forecasting within a broader planning ecosystem.

Pricing

Custom enterprise licensing, typically starting at $500K+ annually depending on scope and users.

Visit o9 Solutionso9solutions.com
4
Oracle Retail logo

Oracle Retail

enterprise

Cloud-based demand forecasting solution that predicts retail sales trends and optimizes assortment planning.

Overall Rating8.5/10
Features
9.2/10
Ease of Use
7.5/10
Value
8.0/10
Standout Feature

AI-driven micro-segmentation for hyper-local demand forecasting at individual store-SKU levels

Oracle Retail Forecasting, part of the Oracle Retail suite, leverages AI and machine learning to deliver precise demand forecasting for retailers across stores, online, and supply chains. It processes vast datasets to generate forecasts at granular levels like SKU-store combinations, incorporating promotions, seasonality, and external factors. The solution integrates deeply with Oracle's merchandising, inventory, and analytics tools for holistic retail operations.

Pros

  • Advanced AI/ML algorithms for highly accurate, granular forecasts
  • Seamless integration with Oracle Retail ecosystem and ERP systems
  • Scalable for enterprise-level data volumes and multi-channel retail

Cons

  • Complex setup and implementation requiring significant IT resources
  • High licensing and customization costs
  • Steep learning curve for non-technical users

Best For

Large enterprise retailers with complex, multi-channel operations needing integrated, high-volume forecasting.

Pricing

Custom enterprise subscription pricing; typically starts at $100,000+ annually depending on scale and modules.

5
SAP Integrated Business Planning logo

SAP Integrated Business Planning

enterprise

Integrated planning software with advanced statistical and ML forecasting for retail supply chains.

Overall Rating8.5/10
Features
9.2/10
Ease of Use
7.5/10
Value
8.0/10
Standout Feature

Demand Sensing with causal factors and promotions integration for short-term retail forecast accuracy

SAP Integrated Business Planning (IBP) is a cloud-based supply chain planning platform with robust demand forecasting capabilities tailored for retail, leveraging AI and machine learning for accurate predictions. It supports retail-specific features like promotion forecasting, assortment planning, and store-level granularity, integrating seamlessly with SAP S/4HANA for end-to-end visibility. The solution enables real-time scenario planning and collaboration across sales, inventory, and supply teams to optimize retail operations.

Pros

  • Advanced AI/ML forecasting with automatic algorithm selection and demand sensing for promotions
  • Deep integration with SAP ecosystem for real-time data synchronization
  • Scalable for global retail operations with multi-level hierarchy support

Cons

  • Steep learning curve and complex configuration for non-SAP users
  • High implementation costs and long setup time
  • Pricing lacks transparency and is geared toward enterprises

Best For

Large retail enterprises with existing SAP infrastructure needing sophisticated, integrated forecasting for complex supply chains.

Pricing

Subscription-based enterprise pricing; typically starts at $50,000+ annually based on users, data volume, and modules—contact SAP for custom quote.

6
ToolsGroup logo

ToolsGroup

enterprise

Specializes in multi-echelon inventory optimization with probabilistic forecasting for retail operations.

Overall Rating8.4/10
Features
9.2/10
Ease of Use
7.6/10
Value
7.9/10
Standout Feature

Patented SO99+ Shape algorithms for superior demand profiling and causal forecasting beyond traditional stats

ToolsGroup's SO99+ is a sophisticated demand sensing and forecasting platform tailored for retail supply chain planning. It employs patented statistical algorithms to generate highly accurate forecasts, adeptly handling intermittent demand, promotions, seasonality, and new product introductions common in retail environments. The software optimizes inventory levels across multi-echelon networks, integrating with ERP and POS systems for real-time visibility and decision-making.

Pros

  • Exceptional forecast accuracy for complex, intermittent retail demand patterns
  • Advanced handling of promotions, cannibalization, and lifecycle events
  • Scalable multi-echelon inventory optimization for global enterprises

Cons

  • Steep learning curve and complex initial setup
  • Enterprise pricing inaccessible for SMBs
  • Limited out-of-box reporting customization

Best For

Large-scale retailers and distributors with volatile demand and extensive product assortments seeking enterprise-grade forecasting precision.

Pricing

Custom enterprise licensing, typically quote-based starting at $100K+ annually depending on scale and modules.

Visit ToolsGrouptoolsgroup.com
7
Kinaxis logo

Kinaxis

enterprise

Concurrent planning platform with real-time demand forecasting for agile retail supply chains.

Overall Rating8.7/10
Features
9.2/10
Ease of Use
7.5/10
Value
8.0/10
Standout Feature

Concurrent Planning engine for real-time, simultaneous optimization of demand forecasts, supply, and inventory

Kinaxis RapidResponse is a cloud-based supply chain management platform specializing in advanced demand forecasting and planning, ideal for retail environments with volatile demand patterns. It leverages AI and machine learning for precise demand sensing, incorporating factors like promotions, seasonality, and external events to generate accurate forecasts. The software enables real-time scenario modeling, concurrent planning across supply, demand, and inventory, and seamless collaboration for retail operations.

Pros

  • AI-driven demand sensing excels at handling retail-specific volatility like promotions and trends
  • Real-time concurrent planning optimizes forecasting, inventory, and supply simultaneously
  • Strong scalability and integrations with ERP systems for enterprise retail chains

Cons

  • High implementation costs and lengthy setup for full deployment
  • Steep learning curve due to complex interface and advanced features
  • Overkill and expensive for small to mid-sized retailers

Best For

Large enterprise retailers with global supply chains needing robust, real-time forecasting and agile planning capabilities.

Pricing

Custom quote-based enterprise pricing; typically subscription model starting at $100,000+ annually based on users and modules.

Visit Kinaxiskinaxis.com
8
SAS Forecasting logo

SAS Forecasting

enterprise

Advanced analytics platform providing hierarchical time series forecasting tailored for retail demand.

Overall Rating8.4/10
Features
9.5/10
Ease of Use
6.8/10
Value
7.9/10
Standout Feature

Automated model selection and tuning from over 300 algorithms to deliver optimal forecasts with minimal manual intervention

SAS Forecasting, part of the SAS Viya platform, is an enterprise-grade analytics solution specializing in advanced time series forecasting and demand planning for retail applications. It leverages statistical models, machine learning, and AI to generate accurate predictions for sales, inventory, and supply chain needs. Retail users benefit from its scalability with big data and integration with broader SAS analytics ecosystem for comprehensive insights.

Pros

  • Exceptionally powerful forecasting models including ARIMA, ESM, and neural networks for high accuracy
  • Scalable for massive retail datasets with in-memory processing via SAS Viya
  • Deep customization and integration with ERP/CRM systems

Cons

  • Steep learning curve requiring SAS programming or analytics expertise
  • High licensing costs prohibitive for small retailers
  • Interface feels dated compared to modern low-code alternatives

Best For

Large retail enterprises with dedicated data science teams needing robust, scalable forecasting for complex supply chains.

Pricing

Custom enterprise licensing; typically starts at $50,000+ annually based on users/data volume, with subscription model.

9
Anaplan logo

Anaplan

enterprise

Connected planning platform enabling scenario-based retail sales and demand forecasting.

Overall Rating8.2/10
Features
9.1/10
Ease of Use
6.8/10
Value
7.4/10
Standout Feature

Hyperblock in-memory calculation engine for lightning-fast processing of billions of data points in retail forecasting models

Anaplan is a cloud-based connected planning platform that excels in unifying financial, operational, and strategic planning for enterprises. In retail forecasting, it offers robust demand sensing, sales forecasting, inventory optimization, and scenario modeling to help predict consumer behavior and optimize supply chains. Its multi-dimensional modeling engine supports real-time calculations across massive datasets, enabling agile decision-making in dynamic retail environments.

Pros

  • Powerful multi-dimensional modeling for complex retail forecasts
  • Real-time collaboration and scenario planning capabilities
  • Seamless integration with ERP, CRM, and BI tools

Cons

  • Steep learning curve requires training and expertise
  • High implementation and customization costs
  • Can be overwhelming for smaller retail operations

Best For

Large retail enterprises with complex, cross-functional planning needs requiring scalable, real-time forecasting.

Pricing

Custom enterprise pricing, typically starting at $1,000+ per user per year with minimum commitments; quotes required.

Visit Anaplananaplan.com
10
Lokad logo

Lokad

specialized

Inventory forecasting software using TVTP technology for probabilistic predictions in retail and ecommerce.

Overall Rating7.8/10
Features
8.7/10
Ease of Use
6.2/10
Value
7.4/10
Standout Feature

Probabilistic forecasting engine that outputs full demand distributions to accurately model uncertainty and intermittency

Lokad is an AI-driven supply chain optimization platform specializing in probabilistic demand forecasting and inventory planning for retail and e-commerce businesses. It excels at handling intermittent and volatile demand patterns using advanced machine learning models that quantify uncertainty rather than relying on point forecasts. The software integrates seamlessly with ERP systems and provides end-to-end visibility for optimizing stock levels across multiple locations and channels.

Pros

  • Exceptional probabilistic forecasting for intermittent demand
  • Highly scalable for enterprise-level retail operations
  • Transparent AI models with explainability features

Cons

  • Steep learning curve requiring data science expertise
  • Custom pricing lacks transparency for smaller retailers
  • Limited plug-and-play templates for basic retail use cases

Best For

Large retail enterprises with complex, intermittent demand patterns and dedicated analytics teams seeking advanced supply chain optimization.

Pricing

Custom enterprise pricing, typically starting at $50,000+ annually based on scale and usage; no public tiers available.

Visit Lokadlokad.com

Conclusion

The reviewed tools demonstrate the power of data-driven forecasting in retail, with Blue Yonder leading as the top choice, leveraging AI-driven cognitive planning for optimized inventory and supply chain decisions. RELEX Solutions and o9 Solutions stand out as strong alternatives, each offering unique strengths in machine learning and end-to-end demand sensing, catering to diverse operational needs.

Blue Yonder logo
Our Top Pick
Blue Yonder

Explore Blue Yonder to elevate your retail forecasting, or consider RELEX Solutions or o9 Solutions if your specific requirements align with their specialized focus.